[INSERT DATASET NAME] Report

[INSERT DATASET DESCRIPTION]

Table of Contents

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• Overview

  • Quick Info

  • Data Types

  • Data Preview

  • Missing Values

  • Rows With Missing Value

  • Constant Occurrence

  • Duplicate Rows

• Univariate Analysis

• Bivariate analysis

  • Correlation Plot

  • Pairplot

  • Contingency table

• Multivariate analysis

  • Principal Component Analysis

  • Parallel coordinates

  • Parallel categories

Overview

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Quick Info

Rows	569
Columns	32
Missing cells	0 (0.00 %)
Zeros	78 (0.43 %)
Duplicate rows	0 (0.00 %)

Data Types

Column Name	Inferred Data Type
ID	unique
DIAGNOSIS	categorical
RADIUS1	categorical
TEXTURE1	numeric
PERIMETER1	numeric
AREA1	numeric
SMOOTHNESS1	numeric
COMPACTNESS1	numeric
CONCAVITY1	numeric
CONCAVE_POINTS1	numeric
SYMMETRY1	numeric
FRACTAL_DIMENSION1	numeric
RADIUS2	numeric
TEXTURE2	numeric
PERIMETER2	numeric
AREA2	numeric
SMOOTHNESS2	numeric
COMPACTNESS2	numeric
CONCAVITY2	numeric
CONCAVE_POINTS2	numeric
SYMMETRY2	numeric
FRACTAL_DIMENSION2	numeric
RADIUS3	numeric
TEXTURE3	numeric
PERIMETER3	numeric
AREA3	numeric
SMOOTHNESS3	numeric
COMPACTNESS3	numeric
CONCAVITY3	numeric
CONCAVE_POINTS3	numeric
SYMMETRY3	numeric
FRACTAL_DIMENSION3	numeric

Data Preview

First rows

	ID	DIAGNOSIS	RADIUS1	TEXTURE1	PERIMETER1	AREA1	SMOOTHNESS1	COMPACTNESS1	CONCAVITY1	CONCAVE_POINTS1	...	RADIUS3	TEXTURE3	PERIMETER3	AREA3	SMOOTHNESS3	COMPACTNESS3	CONCAVITY3	CONCAVE_POINTS3	SYMMETRY3	FRACTAL_DIMENSION3
0	842302	M	17.99	10.38	122.80	1001.0	0.11840	0.27760	0.3001	0.14710	...	25.38	17.33	184.60	2019.0	0.1622	0.6656	0.7119	0.2654	0.4601	0.11890
1	842517	M	20.57	17.77	132.90	1326.0	0.08474	0.07864	0.0869	0.07017	...	24.99	23.41	158.80	1956.0	0.1238	0.1866	0.2416	0.1860	0.2750	0.08902
2	84300903	M	19.69	21.25	130.00	1203.0	0.10960	0.15990	0.1974	0.12790	...	23.57	25.53	152.50	1709.0	0.1444	0.4245	0.4504	0.2430	0.3613	0.08758
3	84348301	M	11.42	20.38	77.58	386.1	0.14250	0.28390	0.2414	0.10520	...	14.91	26.50	98.87	567.7	0.2098	0.8663	0.6869	0.2575	0.6638	0.17300
4	84358402	M	20.29	14.34	135.10	1297.0	0.10030	0.13280	0.1980	0.10430	...	22.54	16.67	152.20	1575.0	0.1374	0.2050	0.4000	0.1625	0.2364	0.07678

5 rows × 32 columns

Last rows

	ID	DIAGNOSIS	RADIUS1	TEXTURE1	PERIMETER1	AREA1	SMOOTHNESS1	COMPACTNESS1	CONCAVITY1	CONCAVE_POINTS1	...	RADIUS3	TEXTURE3	PERIMETER3	AREA3	SMOOTHNESS3	COMPACTNESS3	CONCAVITY3	CONCAVE_POINTS3	SYMMETRY3	FRACTAL_DIMENSION3
564	926424	M	21.56	22.39	142.00	1479.0	0.11100	0.11590	0.24390	0.13890	...	25.450	26.40	166.10	2027.0	0.14100	0.21130	0.4107	0.2216	0.2060	0.07115
565	926682	M	20.13	28.25	131.20	1261.0	0.09780	0.10340	0.14400	0.09791	...	23.690	38.25	155.00	1731.0	0.11660	0.19220	0.3215	0.1628	0.2572	0.06637
566	926954	M	16.6	28.08	108.30	858.1	0.08455	0.10230	0.09251	0.05302	...	18.980	34.12	126.70	1124.0	0.11390	0.30940	0.3403	0.1418	0.2218	0.07820
567	927241	M	20.6	29.33	140.10	1265.0	0.11780	0.27700	0.35140	0.15200	...	25.740	39.42	184.60	1821.0	0.16500	0.86810	0.9387	0.2650	0.4087	0.12400
568	92751	B	7.76	24.54	47.92	181.0	0.05263	0.04362	0.00000	0.00000	...	9.456	30.37	59.16	268.6	0.08996	0.06444	0.0000	0.0000	0.2871	0.07039

5 rows × 32 columns

Sample

	ID	DIAGNOSIS	RADIUS1	TEXTURE1	PERIMETER1	AREA1	SMOOTHNESS1	COMPACTNESS1	CONCAVITY1	CONCAVE_POINTS1	...	RADIUS3	TEXTURE3	PERIMETER3	AREA3	SMOOTHNESS3	COMPACTNESS3	CONCAVITY3	CONCAVE_POINTS3	SYMMETRY3	FRACTAL_DIMENSION3
168	8712766	M	17.47	24.68	116.10	984.6	0.10490	0.16030	0.21590	0.104300	...	23.140	32.33	155.30	1660.0	0.1376	0.3830	0.48900	0.17210	0.2160	0.09300
76	8610629	B	13.53	10.94	87.91	559.2	0.12910	0.10470	0.06877	0.065560	...	14.080	12.49	91.36	605.5	0.1451	0.1379	0.08539	0.07407	0.2710	0.07191
467	9113514	B	9.668	18.10	61.06	286.3	0.08311	0.05428	0.01479	0.005769	...	11.150	24.62	71.11	380.2	0.1388	0.1255	0.06409	0.02500	0.3057	0.07875
71	859711	B	8.888	14.64	58.79	244.0	0.09783	0.15310	0.08606	0.028720	...	9.733	15.67	62.56	284.4	0.1207	0.2436	0.14340	0.04786	0.2254	0.10840
119	865128	M	17.95	20.01	114.20	982.0	0.08402	0.06722	0.07293	0.055960	...	20.580	27.83	129.20	1261.0	0.1072	0.1202	0.22490	0.11850	0.4882	0.06111

5 rows × 32 columns

Missing Values

There are no missing values

Rows With Missing Value

There are no missing values

Constant Occurrence

Column Name	0 Count	0 %
CONCAVITY1	13	2.285
CONCAVITY3	13	2.285
CONCAVE_POINTS2	13	2.285
CONCAVE_POINTS1	13	2.285
CONCAVITY2	13	2.285
CONCAVE_POINTS3	13	2.285
COMPACTNESS3	0	0.000
SMOOTHNESS3	0	0.000
AREA3	0	0.000
COMPACTNESS2	0	0.000
PERIMETER3	0	0.000
TEXTURE3	0	0.000
RADIUS3	0	0.000
FRACTAL_DIMENSION2	0	0.000
SYMMETRY2	0	0.000
SYMMETRY3	0	0.000
ID	0	0.000
SMOOTHNESS2	0	0.000
DIAGNOSIS	0	0.000
AREA2	0	0.000
PERIMETER2	0	0.000
TEXTURE2	0	0.000
RADIUS2	0	0.000
FRACTAL_DIMENSION1	0	0.000
SYMMETRY1	0	0.000
COMPACTNESS1	0	0.000
SMOOTHNESS1	0	0.000
AREA1	0	0.000
PERIMETER1	0	0.000
TEXTURE1	0	0.000
RADIUS1	0	0.000
FRACTAL_DIMENSION3	0	0.000

Duplicate Rows

There are no duplicated rows

Univariate Analysis

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ID - unique

Each value in the column is unique.

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DIAGNOSIS - categorical

Most frequent values

B	357 (62.74 %)
M	212 (37.26 %)
Other values count	0 (0.00 %)
Null	0 (0.00 %)

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RADIUS1 - categorical

Most frequent values

12.34	4 (0.70 %)
11.71	3 (0.53 %)
12.46	3 (0.53 %)
13.05	3 (0.53 %)
10.26	3 (0.53 %)
Other values count	553 (97.19 %)
Null	0 (0.00 %)

Number of unique values is greater than 50, not plotting bar plot.

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TEXTURE1 - numeric

Descriptive Statistics Number of unique values 479 Sum 10 975.81 Mean 19.29 Mode 14.93 Standard deviation 4.30 Mean absolute deviation 3.38 Median absolute deviation 2.78 Coefficient of variation 0.22 Kurtosis 0.74 Skewness 0.65

Quantile Statistics Minimum 9.71 Maximum 39.28 Q1 16.17 Median 18.84 Q3 21.80 Range 29.57 IQR 5.63

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PERIMETER1 - numeric

Descriptive Statistics Number of unique values 522 Sum 52 330.38 Mean 91.97 Mode 82.61 Standard deviation 24.30 Mean absolute deviation 19.03 Median absolute deviation 15.77 Coefficient of variation 0.26 Kurtosis 0.95 Skewness 0.99

Quantile Statistics Minimum 43.79 Maximum 188.50 Q1 75.17 Median 86.24 Q3 104.10 Range 144.71 IQR 28.93

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AREA1 - numeric

Descriptive Statistics Number of unique values 539 Sum 372 631.90 Mean 654.89 Mode 512.20 Standard deviation 351.91 Mean absolute deviation 263.48 Median absolute deviation 217.29 Coefficient of variation 0.54 Kurtosis 3.61 Skewness 1.64

Quantile Statistics Minimum 143.50 Maximum 2 501.0 Q1 420.30 Median 551.10 Q3 782.70 Range 2 357.50 IQR 362.40

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SMOOTHNESS1 - numeric

Descriptive Statistics Number of unique values 474 Sum 54.83 Mean 0.10 Mode 0.10 Standard deviation 0.01 Mean absolute deviation 0.01 Median absolute deviation 0.01 Coefficient of variation 0.15 Kurtosis 0.84 Skewness 0.46

Quantile Statistics Minimum 0.05 Maximum 0.16 Q1 0.09 Median 0.10 Q3 0.11 Range 0.11 IQR 0.02

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COMPACTNESS1 - numeric

Descriptive Statistics Number of unique values 537 Sum 59.37 Mean 0.10 Mode 0.11 Standard deviation 0.05 Mean absolute deviation 0.04 Median absolute deviation 0.03 Coefficient of variation 0.51 Kurtosis 1.63 Skewness 1.19

Quantile Statistics Minimum 0.02 Maximum 0.35 Q1 0.06 Median 0.09 Q3 0.13 Range 0.33 IQR 0.07

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CONCAVITY1 - numeric

Descriptive Statistics Number of unique values 537 Sum 50.53 Mean 0.09 Mode 0.0 Standard deviation 0.08 Mean absolute deviation 0.06 Median absolute deviation 0.06 Coefficient of variation 0.90 Kurtosis 1.97 Skewness 1.40

Quantile Statistics Minimum 0.0 Maximum 0.43 Q1 0.03 Median 0.06 Q3 0.13 Range 0.43 IQR 0.10

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CONCAVE_POINTS1 - numeric

Descriptive Statistics Number of unique values 542 Sum 27.83 Mean 0.05 Mode 0.0 Standard deviation 0.04 Mean absolute deviation 0.03 Median absolute deviation 0.03 Coefficient of variation 0.79 Kurtosis 1.05 Skewness 1.17

Quantile Statistics Minimum 0.0 Maximum 0.20 Q1 0.02 Median 0.03 Q3 0.07 Range 0.20 IQR 0.05

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SYMMETRY1 - numeric

Descriptive Statistics Number of unique values 432 Sum 103.08 Mean 0.18 Mode 0.16 Standard deviation 0.03 Mean absolute deviation 0.02 Median absolute deviation 0.02 Coefficient of variation 0.15 Kurtosis 1.27 Skewness 0.72

Quantile Statistics Minimum 0.11 Maximum 0.30 Q1 0.16 Median 0.18 Q3 0.20 Range 0.20 IQR 0.03

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FRACTAL_DIMENSION1 - numeric

Descriptive Statistics Number of unique values 499 Sum 35.73 Mean 0.06 Mode 0.06 Standard deviation 0.01 Mean absolute deviation 0.01 Median absolute deviation 0.00 Coefficient of variation 0.11 Kurtosis 2.97 Skewness 1.30

Quantile Statistics Minimum 0.05 Maximum 0.10 Q1 0.06 Median 0.06 Q3 0.07 Range 0.05 IQR 0.01

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RADIUS2 - numeric

Descriptive Statistics Number of unique values 540 Sum 230.54 Mean 0.41 Mode 0.22 Standard deviation 0.28 Mean absolute deviation 0.19 Median absolute deviation 0.16 Coefficient of variation 0.68 Kurtosis 17.52 Skewness 3.08

Quantile Statistics Minimum 0.11 Maximum 2.87 Q1 0.23 Median 0.32 Q3 0.48 Range 2.76 IQR 0.25

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TEXTURE2 - numeric

Descriptive Statistics Number of unique values 519 Sum 692.39 Mean 1.22 Mode 0.86 Standard deviation 0.55 Mean absolute deviation 0.41 Median absolute deviation 0.32 Coefficient of variation 0.45 Kurtosis 5.29 Skewness 1.64

Quantile Statistics Minimum 0.36 Maximum 4.88 Q1 0.83 Median 1.11 Q3 1.47 Range 4.52 IQR 0.64

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PERIMETER2 - numeric

Descriptive Statistics Number of unique values 533 Sum 1 630.79 Mean 2.87 Mode 1.78 Standard deviation 2.02 Mean absolute deviation 1.33 Median absolute deviation 1.08 Coefficient of variation 0.71 Kurtosis 21.20 Skewness 3.43

Quantile Statistics Minimum 0.76 Maximum 21.98 Q1 1.61 Median 2.29 Q3 3.36 Range 21.22 IQR 1.75

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AREA2 - numeric

Descriptive Statistics Number of unique values 528 Sum 22 951.80 Mean 40.34 Mode 16.64 Standard deviation 45.49 Mean absolute deviation 27.20 Median absolute deviation 20.81 Coefficient of variation 1.13 Kurtosis 48.77 Skewness 5.43

Quantile Statistics Minimum 6.80 Maximum 542.20 Q1 17.85 Median 24.53 Q3 45.19 Range 535.40 IQR 27.34

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SMOOTHNESS2 - numeric

Descriptive Statistics Number of unique values 547 Sum 4.01 Mean 0.01 Mode 0.01 Standard deviation 0.00 Mean absolute deviation 0.00 Median absolute deviation 0.00 Coefficient of variation 0.43 Kurtosis 10.37 Skewness 2.31

Quantile Statistics Minimum 0.00 Maximum 0.03 Q1 0.01 Median 0.01 Q3 0.01 Range 0.03 IQR 0.00

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COMPACTNESS2 - numeric

Descriptive Statistics Number of unique values 541 Sum 14.50 Mean 0.03 Mode 0.01 Standard deviation 0.02 Mean absolute deviation 0.01 Median absolute deviation 0.01 Coefficient of variation 0.70 Kurtosis 5.05 Skewness 1.90

Quantile Statistics Minimum 0.00 Maximum 0.14 Q1 0.01 Median 0.02 Q3 0.03 Range 0.13 IQR 0.02

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CONCAVITY2 - numeric

Descriptive Statistics Number of unique values 533 Sum 18.15 Mean 0.03 Mode 0.0 Standard deviation 0.03 Mean absolute deviation 0.02 Median absolute deviation 0.01 Coefficient of variation 0.95 Kurtosis 48.42 Skewness 5.10

Quantile Statistics Minimum 0.0 Maximum 0.40 Q1 0.02 Median 0.03 Q3 0.04 Range 0.40 IQR 0.03

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CONCAVE_POINTS2 - numeric

Descriptive Statistics Number of unique values 507 Sum 6.71 Mean 0.01 Mode 0.0 Standard deviation 0.01 Mean absolute deviation 0.00 Median absolute deviation 0.00 Coefficient of variation 0.52 Kurtosis 5.07 Skewness 1.44

Quantile Statistics Minimum 0.0 Maximum 0.05 Q1 0.01 Median 0.01 Q3 0.01 Range 0.05 IQR 0.01

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SYMMETRY2 - numeric

Descriptive Statistics Number of unique values 498 Sum 11.69 Mean 0.02 Mode 0.01 Standard deviation 0.01 Mean absolute deviation 0.01 Median absolute deviation 0.00 Coefficient of variation 0.40 Kurtosis 7.82 Skewness 2.19

Quantile Statistics Minimum 0.01 Maximum 0.08 Q1 0.02 Median 0.02 Q3 0.02 Range 0.07 IQR 0.01

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FRACTAL_DIMENSION2 - numeric

Descriptive Statistics Number of unique values 545 Sum 2.16 Mean 0.00 Mode 0.00 Standard deviation 0.00 Mean absolute deviation 0.00 Median absolute deviation 0.00 Coefficient of variation 0.70 Kurtosis 26.04 Skewness 3.91

Quantile Statistics Minimum 0.00 Maximum 0.03 Q1 0.00 Median 0.00 Q3 0.00 Range 0.03 IQR 0.00

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RADIUS3 - numeric

Descriptive Statistics Number of unique values 457 Sum 9 257.17 Mean 16.27 Mode 12.36 Standard deviation 4.83 Mean absolute deviation 3.79 Median absolute deviation 3.18 Coefficient of variation 0.30 Kurtosis 0.93 Skewness 1.10

Quantile Statistics Minimum 7.93 Maximum 36.04 Q1 13.01 Median 14.97 Q3 18.79 Range 28.11 IQR 5.78

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TEXTURE3 - numeric

Descriptive Statistics Number of unique values 511 Sum 14 610.34 Mean 25.68 Mode 17.70 Standard deviation 6.15 Mean absolute deviation 4.91 Median absolute deviation 4.36 Coefficient of variation 0.24 Kurtosis 0.21 Skewness 0.50

Quantile Statistics Minimum 12.02 Maximum 49.54 Q1 21.08 Median 25.41 Q3 29.72 Range 37.52 IQR 8.64

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PERIMETER3 - numeric

Descriptive Statistics Number of unique values 514 Sum 61 031.63 Mean 107.26 Mode 101.70 Standard deviation 33.60 Mean absolute deviation 26.47 Median absolute deviation 22.13 Coefficient of variation 0.31 Kurtosis 1.05 Skewness 1.13

Quantile Statistics Minimum 50.41 Maximum 251.20 Q1 84.11 Median 97.66 Q3 125.40 Range 200.79 IQR 41.29

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AREA3 - numeric

Descriptive Statistics Number of unique values 544 Sum 501 051.80 Mean 880.58 Mode 284.40 Standard deviation 569.36 Mean absolute deviation 423.88 Median absolute deviation 348.42 Coefficient of variation 0.65 Kurtosis 4.35 Skewness 1.85

Quantile Statistics Minimum 185.20 Maximum 4 254.0 Q1 515.30 Median 686.50 Q3 1 084.0 Range 4 068.80 IQR 568.70

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SMOOTHNESS3 - numeric

Descriptive Statistics Number of unique values 411 Sum 75.32 Mean 0.13 Mode 0.12 Standard deviation 0.02 Mean absolute deviation 0.02 Median absolute deviation 0.01 Coefficient of variation 0.17 Kurtosis 0.50 Skewness 0.41

Quantile Statistics Minimum 0.07 Maximum 0.22 Q1 0.12 Median 0.13 Q3 0.15 Range 0.15 IQR 0.03

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COMPACTNESS3 - numeric

Descriptive Statistics Number of unique values 529 Sum 144.68 Mean 0.25 Mode 0.15 Standard deviation 0.16 Mean absolute deviation 0.12 Median absolute deviation 0.10 Coefficient of variation 0.62 Kurtosis 3.00 Skewness 1.47

Quantile Statistics Minimum 0.03 Maximum 1.06 Q1 0.15 Median 0.21 Q3 0.34 Range 1.03 IQR 0.19

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CONCAVITY3 - numeric

Descriptive Statistics Number of unique values 539 Sum 154.88 Mean 0.27 Mode 0.0 Standard deviation 0.21 Mean absolute deviation 0.16 Median absolute deviation 0.14 Coefficient of variation 0.77 Kurtosis 1.59 Skewness 1.15

Quantile Statistics Minimum 0.0 Maximum 1.25 Q1 0.11 Median 0.23 Q3 0.38 Range 1.25 IQR 0.27

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CONCAVE_POINTS3 - numeric

Descriptive Statistics Number of unique values 492 Sum 65.21 Mean 0.11 Mode 0.0 Standard deviation 0.07 Mean absolute deviation 0.05 Median absolute deviation 0.05 Coefficient of variation 0.57 Kurtosis -0.54 Skewness 0.49

Quantile Statistics Minimum 0.0 Maximum 0.29 Q1 0.06 Median 0.10 Q3 0.16 Range 0.29 IQR 0.10

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SYMMETRY3 - numeric

Descriptive Statistics Number of unique values 500 Sum 165.05 Mean 0.29 Mode 0.22 Standard deviation 0.06 Mean absolute deviation 0.04 Median absolute deviation 0.03 Coefficient of variation 0.21 Kurtosis 4.40 Skewness 1.43

Quantile Statistics Minimum 0.16 Maximum 0.66 Q1 0.25 Median 0.28 Q3 0.32 Range 0.51 IQR 0.07

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FRACTAL_DIMENSION3 - numeric

Descriptive Statistics Number of unique values 535 Sum 47.77 Mean 0.08 Mode 0.07 Standard deviation 0.02 Mean absolute deviation 0.01 Median absolute deviation 0.01 Coefficient of variation 0.22 Kurtosis 5.19 Skewness 1.66

Quantile Statistics Minimum 0.06 Maximum 0.21 Q1 0.07 Median 0.08 Q3 0.09 Range 0.15 IQR 0.02

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Bivariate analysis

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Correlation Plot

Pearson Correlation

Spearman Correlation

Kendall Correlation

Pairplot

/Users/krishnadave/anaconda3/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning:

The figure layout has changed to tight

/Users/krishnadave/anaconda3/lib/python3.11/site-packages/edvart/report_sections/bivariate_analysis.py:728: UserWarning:

The figure layout has changed to tight

Contingency table

Multivariate analysis

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Principal Component Analysis

First vs second principal component

Explained variance ratio: 62.18%

Explained variance ratio

Parallel coordinates

Parallel categories